Fusion of multispectral and panchromatic images using improved IHS and PCA mergers based on wavelet decomposition

被引:442
|
作者
González-Audícana, M
Saleta, JL
Catalán, RG
García, R
机构
[1] Publ Univ Navarre, Dept Projects & Rural Engn, Pamplona 31006, Spain
[2] Univ Calif Santa Barbara, Donal Breen Sch Environm Sci & Management, Santa Barbara, CA 93106 USA
[3] Publ Univ Navarre, Dept Appl Math, Pamplona 31006, Spain
来源
关键词
decimated wavelet transform; intensity-hue-saturation (IHS) transform; image-fusion; multiresolution analysis; principal component analysis (PCA); undecimated wavelet transform;
D O I
10.1109/TGRS.2004.825593
中图分类号
P3 [地球物理学]; P59 [地球化学];
学科分类号
0708 ; 070902 ;
摘要
Since Chavez proposed the highpass filtering procedure to fuse multispectral and panchromatic images, several fusion methods have been developed based on the same principle: to extract from the panchromatic image spatial detail information to later inject it into the multispectral one. In this paper, we present new fusion alternatives based on the same concept, using the multiresolution wavelet decomposition to execute the detail extraction phase and the intensity-hue-saturation (IHS) and principal component analysis (PCA) procedures to inject the spatial detail of the panchromatic image into the multispectral one. The multiresoitition wavelet decomposition has been performed using both decimated and undecimated algorithms and the resulting merged images compared both spectral and spatially. These fusion methods, as well as standard IHS-, PCA-, and wavelet-based methods have been used to merge Systeme Pour l'Observation de la Terre (SPOT) 4 XI and SPOT 4 M images with a ratio 4: 1. We have estimated the validity of each fusion method by analyzing, visually and quantitatively, the quality of the resulting fused images. The methodological approaches proposed in this paper result in merged images with improved quality with respect to those obtained by standard IHS, PCA, and standard wavelet-based fusion methods. For both proposed fusion methods, better results are obtained when an undecimated algorithm is used to perform the multiresolution wavelet decomposition.
引用
收藏
页码:1291 / 1299
页数:9
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